2017-12-11 23:23:08.175114
Using optimizer: Nadam
Did not load old weights...
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7353Epoch 00001: val_loss improved from inf to 0.00166, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 3s 2ms/step - loss: 0.0016 - acc: 0.7342 - val_loss: 0.0017 - val_acc: 0.7430
Epoch 2/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7465Epoch 00002: val_loss improved from 0.00166 to 0.00163, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0016 - acc: 0.7465 - val_loss: 0.0016 - val_acc: 0.7290
Epoch 3/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7429Epoch 00003: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0015 - acc: 0.7407 - val_loss: 0.0017 - val_acc: 0.7079
Epoch 4/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7553Epoch 00004: val_loss improved from 0.00163 to 0.00157, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0015 - acc: 0.7541 - val_loss: 0.0016 - val_acc: 0.7313
Epoch 5/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7500Epoch 00005: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0015 - acc: 0.7494 - val_loss: 0.0018 - val_acc: 0.7173
Epoch 6/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7453Epoch 00006: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0015 - acc: 0.7447 - val_loss: 0.0016 - val_acc: 0.7173
Epoch 7/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7547Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0014 - acc: 0.7541 - val_loss: 0.0017 - val_acc: 0.7430
Epoch 8/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7459Epoch 00008: val_loss improved from 0.00157 to 0.00156, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0014 - acc: 0.7471 - val_loss: 0.0016 - val_acc: 0.7266
Epoch 9/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7612Epoch 00009: val_loss improved from 0.00156 to 0.00155, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0014 - acc: 0.7617 - val_loss: 0.0015 - val_acc: 0.7220
Epoch 10/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7524Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0015 - acc: 0.7512 - val_loss: 0.0016 - val_acc: 0.7243
Epoch 11/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7624Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0013 - acc: 0.7646 - val_loss: 0.0018 - val_acc: 0.7290
Epoch 12/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7535Epoch 00012: val_loss improved from 0.00155 to 0.00151, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0014 - acc: 0.7529 - val_loss: 0.0015 - val_acc: 0.7523
Epoch 13/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7612Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0014 - acc: 0.7623 - val_loss: 0.0016 - val_acc: 0.7523
Epoch 14/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7677Epoch 00014: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0013 - acc: 0.7675 - val_loss: 0.0015 - val_acc: 0.7383
Epoch 15/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7588Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0013 - acc: 0.7588 - val_loss: 0.0015 - val_acc: 0.7407
Epoch 16/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7529Epoch 00016: val_loss improved from 0.00151 to 0.00146, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0013 - acc: 0.7523 - val_loss: 0.0015 - val_acc: 0.7313
Epoch 17/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7642Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0013 - acc: 0.7634 - val_loss: 0.0015 - val_acc: 0.7196
Epoch 18/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7677Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0013 - acc: 0.7681 - val_loss: 0.0016 - val_acc: 0.7407
Epoch 19/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7712Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7699 - val_loss: 0.0015 - val_acc: 0.7407
Epoch 20/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7706Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0013 - acc: 0.7710 - val_loss: 0.0015 - val_acc: 0.7313
Epoch 21/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7689Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7699 - val_loss: 0.0016 - val_acc: 0.7593
Epoch 22/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7689Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7664 - val_loss: 0.0015 - val_acc: 0.7593
Epoch 23/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7642Epoch 00023: val_loss improved from 0.00146 to 0.00146, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7634 - val_loss: 0.0015 - val_acc: 0.7453
Epoch 24/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7795Epoch 00024: val_loss improved from 0.00146 to 0.00145, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7786 - val_loss: 0.0015 - val_acc: 0.7477
Epoch 25/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7683Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7687 - val_loss: 0.0015 - val_acc: 0.7687
Epoch 26/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7695Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7687 - val_loss: 0.0015 - val_acc: 0.7477
Epoch 27/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7600Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0013 - acc: 0.7599 - val_loss: 0.0017 - val_acc: 0.7220
Epoch 28/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7748Epoch 00028: val_loss improved from 0.00145 to 0.00139, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7769 - val_loss: 0.0014 - val_acc: 0.7500
Epoch 29/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7736Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7722 - val_loss: 0.0014 - val_acc: 0.7547
Epoch 30/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7765Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7763 - val_loss: 0.0015 - val_acc: 0.7383
Epoch 31/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7706Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7704 - val_loss: 0.0016 - val_acc: 0.7453
Epoch 32/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7700Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7699 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 33/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7824Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7810 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 34/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7724Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7728 - val_loss: 0.0014 - val_acc: 0.7360
Epoch 35/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7830Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7839 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 36/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7818Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7821 - val_loss: 0.0015 - val_acc: 0.7407
Epoch 37/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7812Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7821 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 38/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7724Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7722 - val_loss: 0.0014 - val_acc: 0.7453
Epoch 39/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7883Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7886 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 40/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7883Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7880 - val_loss: 0.0014 - val_acc: 0.7477
Epoch 41/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7818Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0012 - acc: 0.7815 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 42/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7742Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7722 - val_loss: 0.0015 - val_acc: 0.7500
Epoch 43/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7883Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7886 - val_loss: 0.0014 - val_acc: 0.7757
Epoch 44/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7848Epoch 00044: val_loss improved from 0.00139 to 0.00137, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7868 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 45/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7836Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7821 - val_loss: 0.0014 - val_acc: 0.7383
Epoch 46/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7659Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7664 - val_loss: 0.0015 - val_acc: 0.7593
Epoch 47/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7671Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7658 - val_loss: 0.0015 - val_acc: 0.7477
Epoch 48/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7742Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7739 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 49/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7783Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7763 - val_loss: 0.0015 - val_acc: 0.7710
Epoch 50/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7777Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7798 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 51/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7712Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7734 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 52/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7801Epoch 00052: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7792 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 53/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7736Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7734 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 54/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7824Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7815 - val_loss: 0.0015 - val_acc: 0.7430
Epoch 55/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7777Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7780 - val_loss: 0.0015 - val_acc: 0.7430
Epoch 56/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7730Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7739 - val_loss: 0.0015 - val_acc: 0.7383
Epoch 57/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7812Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7821 - val_loss: 0.0014 - val_acc: 0.7757
Epoch 58/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7866Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7862 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 59/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7748Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7751 - val_loss: 0.0014 - val_acc: 0.7453
Epoch 60/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7848Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7833 - val_loss: 0.0015 - val_acc: 0.7664
Epoch 61/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7748Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7745 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 62/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7936Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7938 - val_loss: 0.0014 - val_acc: 0.7570
Epoch 63/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7783Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7798 - val_loss: 0.0014 - val_acc: 0.7477
Epoch 64/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7860Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7874 - val_loss: 0.0015 - val_acc: 0.7617
Epoch 65/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7895Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7903 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 66/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7830Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7821 - val_loss: 0.0014 - val_acc: 0.7430
Epoch 67/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7954Epoch 00067: val_loss improved from 0.00137 to 0.00137, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7961 - val_loss: 0.0014 - val_acc: 0.7547
Epoch 68/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8048Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.8049 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 69/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7854Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7856 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 70/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7866Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7868 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 71/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7818Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7827 - val_loss: 0.0015 - val_acc: 0.7710
Epoch 72/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7907Epoch 00072: val_loss improved from 0.00137 to 0.00136, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7915 - val_loss: 0.0014 - val_acc: 0.7780
Epoch 73/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7883Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7891 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 74/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7812Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7821 - val_loss: 0.0014 - val_acc: 0.7780
Epoch 75/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7913Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7909 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 76/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7807Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7798 - val_loss: 0.0014 - val_acc: 0.7430
Epoch 77/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7818Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7821 - val_loss: 0.0014 - val_acc: 0.7477
Epoch 78/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7972Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7961 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 79/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7836Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7845 - val_loss: 0.0014 - val_acc: 0.7547
Epoch 80/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7907Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7909 - val_loss: 0.0014 - val_acc: 0.7547
Epoch 81/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7942Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7932 - val_loss: 0.0014 - val_acc: 0.7570
Epoch 82/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7960Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7967 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 83/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7919Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7909 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 84/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7948Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7938 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 85/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7978Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7973 - val_loss: 0.0014 - val_acc: 0.7547
Epoch 86/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8019Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.8020 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 87/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7877Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7874 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 88/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7913Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7926 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 89/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7966Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7967 - val_loss: 0.0015 - val_acc: 0.7664
Epoch 90/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7842Epoch 00090: val_loss improved from 0.00136 to 0.00136, saving model to weights/modelweights_Nadam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7833 - val_loss: 0.0014 - val_acc: 0.7500
Epoch 91/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7877Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7886 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 92/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7848Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7862 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 93/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7812Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7804 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 94/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7824Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0011 - acc: 0.7821 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 95/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7901Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7909 - val_loss: 0.0014 - val_acc: 0.7453
Epoch 96/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8007Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7996 - val_loss: 0.0015 - val_acc: 0.7547
Epoch 97/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7854Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7868 - val_loss: 0.0014 - val_acc: 0.7547
Epoch 98/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7877Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7862 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 99/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7818Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7827 - val_loss: 0.0014 - val_acc: 0.7360
Epoch 100/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7966Epoch 00100: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0010 - acc: 0.7973 - val_loss: 0.0014 - val_acc: 0.7664
2017-12-11 23:26:13.728801
Using optimizer: Adadelta
Did not load old weights...
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.4268e-04 - acc: 0.8037Epoch 00001: val_loss improved from inf to 0.00136, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 9.4136e-04 - acc: 0.8043 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 2/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.1635e-04 - acc: 0.8078Epoch 00002: val_loss improved from 0.00136 to 0.00135, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 9.1491e-04 - acc: 0.8084 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 3/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0305e-04 - acc: 0.8007Epoch 00003: val_loss improved from 0.00135 to 0.00135, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 9.0285e-04 - acc: 0.7985 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 4/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.1097e-04 - acc: 0.8025Epoch 00004: val_loss improved from 0.00135 to 0.00134, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 9.1123e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 5/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.1726e-04 - acc: 0.7871Epoch 00005: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 9.1777e-04 - acc: 0.7862 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 6/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9849e-04 - acc: 0.8048Epoch 00006: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 9.0448e-04 - acc: 0.8020 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 7/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8938e-04 - acc: 0.8048Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9028e-04 - acc: 0.8067 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 8/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0546e-04 - acc: 0.7972Epoch 00008: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 9.0493e-04 - acc: 0.7967 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 9/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.1433e-04 - acc: 0.8101Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 9.1336e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 10/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9967e-04 - acc: 0.8001Epoch 00010: val_loss improved from 0.00134 to 0.00134, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9918e-04 - acc: 0.7991 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 11/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9555e-04 - acc: 0.8125Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9508e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 12/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0531e-04 - acc: 0.7983Epoch 00012: val_loss improved from 0.00134 to 0.00133, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 9.0896e-04 - acc: 0.7985 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 13/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.1209e-04 - acc: 0.8031Epoch 00013: val_loss improved from 0.00133 to 0.00132, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 9.1253e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7453
Epoch 14/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0803e-04 - acc: 0.8037Epoch 00014: val_loss improved from 0.00132 to 0.00132, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 9.0695e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 15/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.1262e-04 - acc: 0.8048Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 9.0959e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 16/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9673e-04 - acc: 0.7989Epoch 00016: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9725e-04 - acc: 0.7996 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 17/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9280e-04 - acc: 0.7983Epoch 00017: val_loss improved from 0.00132 to 0.00132, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9591e-04 - acc: 0.7985 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 18/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7963e-04 - acc: 0.8125Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7925e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 19/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9193e-04 - acc: 0.8013Epoch 00019: val_loss improved from 0.00132 to 0.00131, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9335e-04 - acc: 0.8008 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 20/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8489e-04 - acc: 0.7942Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8506e-04 - acc: 0.7956 - val_loss: 0.0013 - val_acc: 0.7477
Epoch 21/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7191e-04 - acc: 0.8019Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7335e-04 - acc: 0.8020 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 22/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7916e-04 - acc: 0.7995Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7911e-04 - acc: 0.8002 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 23/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9517e-04 - acc: 0.8025Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9335e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 24/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7764e-04 - acc: 0.7989Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7948e-04 - acc: 0.7985 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 25/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6786e-04 - acc: 0.8149Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7020e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 26/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7771e-04 - acc: 0.7960Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8186e-04 - acc: 0.7961 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 27/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0278e-04 - acc: 0.7925Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 9.0317e-04 - acc: 0.7915 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 28/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7892e-04 - acc: 0.8025Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7867e-04 - acc: 0.8026 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 29/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9215e-04 - acc: 0.7989Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9207e-04 - acc: 0.7991 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 30/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8736e-04 - acc: 0.8066Epoch 00030: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8936e-04 - acc: 0.8067 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 31/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7811e-04 - acc: 0.7954Epoch 00031: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7886e-04 - acc: 0.7961 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 32/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7753e-04 - acc: 0.8072Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7557e-04 - acc: 0.8090 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 33/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9240e-04 - acc: 0.7983Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9210e-04 - acc: 0.7991 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 34/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7595e-04 - acc: 0.7966Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7801e-04 - acc: 0.7973 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 35/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7467e-04 - acc: 0.8078Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7521e-04 - acc: 0.8067 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 36/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9313e-04 - acc: 0.8037Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9439e-04 - acc: 0.8026 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 37/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7472e-04 - acc: 0.8113Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7582e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 38/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8127e-04 - acc: 0.8048Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8069e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 39/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7253e-04 - acc: 0.7995Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7784e-04 - acc: 0.7996 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 40/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7750e-04 - acc: 0.8190Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7757e-04 - acc: 0.8178 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 41/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8046e-04 - acc: 0.8084Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8008e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 42/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7665e-04 - acc: 0.8107Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7430e-04 - acc: 0.8119 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 43/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7984e-04 - acc: 0.7907Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8343e-04 - acc: 0.7915 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 44/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8186e-04 - acc: 0.8031Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8381e-04 - acc: 0.8020 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 45/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6726e-04 - acc: 0.8072Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7075e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 46/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7002e-04 - acc: 0.8001Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7167e-04 - acc: 0.7991 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 47/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8403e-04 - acc: 0.8025Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8302e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 48/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7485e-04 - acc: 0.8066Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7295e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 49/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8386e-04 - acc: 0.8007Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8263e-04 - acc: 0.8020 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 50/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6968e-04 - acc: 0.8060Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7036e-04 - acc: 0.8055 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 51/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6892e-04 - acc: 0.7978Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6717e-04 - acc: 0.7973 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 52/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8895e-04 - acc: 0.8031Epoch 00052: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9616e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 53/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7750e-04 - acc: 0.8054Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7452e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 54/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8072e-04 - acc: 0.8054Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7792e-04 - acc: 0.8067 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 55/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8219e-04 - acc: 0.7942Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8267e-04 - acc: 0.7938 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 56/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7800e-04 - acc: 0.8078Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7894e-04 - acc: 0.8084 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 57/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6896e-04 - acc: 0.8143Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7066e-04 - acc: 0.8148 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 58/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8115e-04 - acc: 0.8013Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8016e-04 - acc: 0.8008 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 59/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8054e-04 - acc: 0.7966Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7942e-04 - acc: 0.7967 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 60/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8385e-04 - acc: 0.7995Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8345e-04 - acc: 0.7996 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 61/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7563e-04 - acc: 0.8013Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7549e-04 - acc: 0.8020 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 62/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8784e-04 - acc: 0.7936Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8501e-04 - acc: 0.7926 - val_loss: 0.0013 - val_acc: 0.7430
Epoch 63/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8724e-04 - acc: 0.7854Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8491e-04 - acc: 0.7856 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 64/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7044e-04 - acc: 0.8090Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7087e-04 - acc: 0.8078 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 65/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7283e-04 - acc: 0.7983Epoch 00065: val_loss improved from 0.00131 to 0.00130, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7244e-04 - acc: 0.7991 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 66/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9246e-04 - acc: 0.8025Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9023e-04 - acc: 0.8043 - val_loss: 0.0013 - val_acc: 0.7407
Epoch 67/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8827e-04 - acc: 0.8001Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9009e-04 - acc: 0.7996 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 68/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6769e-04 - acc: 0.8072Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6501e-04 - acc: 0.8078 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 69/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7150e-04 - acc: 0.7972Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7196e-04 - acc: 0.7938 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 70/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7142e-04 - acc: 0.8025Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7001e-04 - acc: 0.8026 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 71/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6748e-04 - acc: 0.8090Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7061e-04 - acc: 0.8084 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 72/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6391e-04 - acc: 0.8090Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6265e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 73/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8173e-04 - acc: 0.8037Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8275e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 74/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7133e-04 - acc: 0.8101Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6942e-04 - acc: 0.8119 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 75/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8266e-04 - acc: 0.7978Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8430e-04 - acc: 0.7985 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 76/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7076e-04 - acc: 0.8031Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7109e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 77/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7537e-04 - acc: 0.8048Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7461e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 78/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7254e-04 - acc: 0.8113Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7459e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 79/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7622e-04 - acc: 0.8001Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7673e-04 - acc: 0.7979 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 80/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5029e-04 - acc: 0.8131Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5037e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 81/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6623e-04 - acc: 0.8096Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6661e-04 - acc: 0.8084 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 82/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8089e-04 - acc: 0.8101Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8027e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 83/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8370e-04 - acc: 0.8096Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8228e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 84/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5470e-04 - acc: 0.8096Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5432e-04 - acc: 0.8102 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 85/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6364e-04 - acc: 0.8131Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6763e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 86/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7391e-04 - acc: 0.8137Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7544e-04 - acc: 0.8143 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 87/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6100e-04 - acc: 0.8190Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6341e-04 - acc: 0.8183 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 88/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6029e-04 - acc: 0.7978Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6038e-04 - acc: 0.7967 - val_loss: 0.0013 - val_acc: 0.7430
Epoch 89/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6849e-04 - acc: 0.8090Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7100e-04 - acc: 0.8090 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 90/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5492e-04 - acc: 0.7989Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5435e-04 - acc: 0.7973 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 91/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7021e-04 - acc: 0.8060Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7609e-04 - acc: 0.8055 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 92/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7720e-04 - acc: 0.7960Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7794e-04 - acc: 0.7956 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 93/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7586e-04 - acc: 0.8072Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.7721e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 94/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6512e-04 - acc: 0.8025Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6447e-04 - acc: 0.8026 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 95/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7011e-04 - acc: 0.8131Epoch 00095: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_Adadelta.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6998e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 96/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6861e-04 - acc: 0.8154Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6855e-04 - acc: 0.8154 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 97/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6096e-04 - acc: 0.8119Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6126e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 98/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6197e-04 - acc: 0.8019Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6151e-04 - acc: 0.8020 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 99/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6081e-04 - acc: 0.7930Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6103e-04 - acc: 0.7926 - val_loss: 0.0013 - val_acc: 0.7477
Epoch 100/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7162e-04 - acc: 0.8001Epoch 00100: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6953e-04 - acc: 0.8014 - val_loss: 0.0013 - val_acc: 0.7523
2017-12-11 23:29:17.297930
Using optimizer: Adamax
Did not load old weights...
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.2794e-04 - acc: 0.7995Epoch 00001: val_loss improved from inf to 0.00130, saving model to weights/modelweights_Adamax.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 9.2970e-04 - acc: 0.8002 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 2/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0428e-04 - acc: 0.7983Epoch 00002: val_loss did not improve
1712/1712 [==============================] - 2s 989us/step - loss: 9.0499e-04 - acc: 0.7985 - val_loss: 0.0013 - val_acc: 0.7430
Epoch 3/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.1453e-04 - acc: 0.7925Epoch 00003: val_loss did not improve
1712/1712 [==============================] - 2s 986us/step - loss: 9.1372e-04 - acc: 0.7921 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 4/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.1374e-04 - acc: 0.8107Epoch 00004: val_loss did not improve
1712/1712 [==============================] - 2s 984us/step - loss: 9.1390e-04 - acc: 0.8107 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 5/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9768e-04 - acc: 0.7942Epoch 00005: val_loss did not improve
1712/1712 [==============================] - 2s 982us/step - loss: 8.9814e-04 - acc: 0.7944 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 6/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9515e-04 - acc: 0.7983Epoch 00006: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.9515e-04 - acc: 0.7967 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 7/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9277e-04 - acc: 0.7960Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 2s 987us/step - loss: 8.9187e-04 - acc: 0.7967 - val_loss: 0.0013 - val_acc: 0.7453
Epoch 8/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8602e-04 - acc: 0.7954Epoch 00008: val_loss did not improve
1712/1712 [==============================] - 2s 984us/step - loss: 8.8644e-04 - acc: 0.7961 - val_loss: 0.0013 - val_acc: 0.7360
Epoch 9/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8931e-04 - acc: 0.7972Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 2s 986us/step - loss: 8.9090e-04 - acc: 0.7973 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 10/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8055e-04 - acc: 0.8078Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 2s 983us/step - loss: 8.8102e-04 - acc: 0.8090 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 11/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0129e-04 - acc: 0.8025Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 9.0184e-04 - acc: 0.8014 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 12/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6697e-04 - acc: 0.8060Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 2s 991us/step - loss: 8.6523e-04 - acc: 0.8043 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 13/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8269e-04 - acc: 0.8084Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 2s 989us/step - loss: 8.8149e-04 - acc: 0.8067 - val_loss: 0.0013 - val_acc: 0.7453
Epoch 14/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8221e-04 - acc: 0.8143Epoch 00014: val_loss did not improve
1712/1712 [==============================] - 2s 986us/step - loss: 8.8422e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 15/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9085e-04 - acc: 0.8143Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.9141e-04 - acc: 0.8148 - val_loss: 0.0013 - val_acc: 0.7477
Epoch 16/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9582e-04 - acc: 0.8113Epoch 00016: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_Adamax.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9538e-04 - acc: 0.8119 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 17/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7241e-04 - acc: 0.8042Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 2s 991us/step - loss: 8.7461e-04 - acc: 0.8043 - val_loss: 0.0013 - val_acc: 0.7453
Epoch 18/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6236e-04 - acc: 0.8137Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 2s 987us/step - loss: 8.6837e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 19/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7913e-04 - acc: 0.7978Epoch 00019: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_Adamax.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8010e-04 - acc: 0.7985 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 20/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5812e-04 - acc: 0.8048Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.5725e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7430
Epoch 21/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9180e-04 - acc: 0.8042Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 2s 987us/step - loss: 8.9117e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 22/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7286e-04 - acc: 0.7972Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 2s 984us/step - loss: 8.7291e-04 - acc: 0.7985 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 23/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6733e-04 - acc: 0.8031Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 2s 987us/step - loss: 8.6899e-04 - acc: 0.8026 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 24/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8590e-04 - acc: 0.8196Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 2s 988us/step - loss: 8.9054e-04 - acc: 0.8189 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 25/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7392e-04 - acc: 0.7936Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 2s 991us/step - loss: 8.7445e-04 - acc: 0.7932 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 26/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8247e-04 - acc: 0.8048Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 2s 992us/step - loss: 8.8322e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 27/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8037e-04 - acc: 0.7866Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 2s 989us/step - loss: 8.8209e-04 - acc: 0.7862 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 28/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9283e-04 - acc: 0.8001Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 2s 988us/step - loss: 8.9230e-04 - acc: 0.7973 - val_loss: 0.0013 - val_acc: 0.7477
Epoch 29/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6245e-04 - acc: 0.8048Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.6296e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 30/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7043e-04 - acc: 0.8137Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.7004e-04 - acc: 0.8119 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 31/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7699e-04 - acc: 0.8037Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 2s 991us/step - loss: 8.7683e-04 - acc: 0.8043 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 32/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6090e-04 - acc: 0.8072Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 2s 989us/step - loss: 8.5967e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 33/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5311e-04 - acc: 0.8048Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 2s 990us/step - loss: 8.5090e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 34/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8293e-04 - acc: 0.8072Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 2s 987us/step - loss: 8.8364e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 35/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6635e-04 - acc: 0.8048Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 2s 991us/step - loss: 8.6484e-04 - acc: 0.8055 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 36/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9174e-04 - acc: 0.8054Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 2s 991us/step - loss: 8.9527e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 37/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7162e-04 - acc: 0.8078Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 2s 990us/step - loss: 8.7105e-04 - acc: 0.8078 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 38/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7676e-04 - acc: 0.7889Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 2s 989us/step - loss: 8.7933e-04 - acc: 0.7891 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 39/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6697e-04 - acc: 0.8060Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 2s 992us/step - loss: 8.6822e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 40/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0446e-04 - acc: 0.8054Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 2s 993us/step - loss: 9.0324e-04 - acc: 0.8067 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 41/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5351e-04 - acc: 0.8066Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 2s 989us/step - loss: 8.5410e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 42/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4447e-04 - acc: 0.8137Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 2s 992us/step - loss: 8.4668e-04 - acc: 0.8148 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 43/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4648e-04 - acc: 0.8072Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 2s 987us/step - loss: 8.4526e-04 - acc: 0.8055 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 44/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7134e-04 - acc: 0.8042Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 2s 989us/step - loss: 8.7002e-04 - acc: 0.8043 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 45/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6310e-04 - acc: 0.8137Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 2s 990us/step - loss: 8.6242e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 46/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5812e-04 - acc: 0.7989Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 2s 987us/step - loss: 8.6039e-04 - acc: 0.7979 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 47/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5306e-04 - acc: 0.8160Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 2s 983us/step - loss: 8.5151e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 48/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6362e-04 - acc: 0.7942Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 2s 987us/step - loss: 8.6386e-04 - acc: 0.7938 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 49/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6304e-04 - acc: 0.8178Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.6332e-04 - acc: 0.8178 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 50/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5766e-04 - acc: 0.8131Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 2s 988us/step - loss: 8.5558e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 51/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6300e-04 - acc: 0.8007Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 2s 990us/step - loss: 8.6253e-04 - acc: 0.7991 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 52/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6051e-04 - acc: 0.8084Epoch 00052: val_loss did not improve
1712/1712 [==============================] - 2s 988us/step - loss: 8.6230e-04 - acc: 0.8084 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 53/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5780e-04 - acc: 0.8060Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 2s 984us/step - loss: 8.5622e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 54/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5317e-04 - acc: 0.7925Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 2s 987us/step - loss: 8.5255e-04 - acc: 0.7926 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 55/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7127e-04 - acc: 0.8066Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 2s 986us/step - loss: 8.7026e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 56/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6139e-04 - acc: 0.8172Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.6505e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 57/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7712e-04 - acc: 0.8160Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 2s 983us/step - loss: 8.7955e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 58/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6075e-04 - acc: 0.7942Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 2s 991us/step - loss: 8.5954e-04 - acc: 0.7932 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 59/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6606e-04 - acc: 0.8090Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 2s 987us/step - loss: 8.6540e-04 - acc: 0.8078 - val_loss: 0.0013 - val_acc: 0.7477
Epoch 60/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4962e-04 - acc: 0.8019Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 2s 990us/step - loss: 8.4937e-04 - acc: 0.8020 - val_loss: 0.0014 - val_acc: 0.7570
Epoch 61/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6882e-04 - acc: 0.8060Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 2s 986us/step - loss: 8.6899e-04 - acc: 0.8043 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 62/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7364e-04 - acc: 0.8149Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 2s 986us/step - loss: 8.7158e-04 - acc: 0.8143 - val_loss: 0.0013 - val_acc: 0.7453
Epoch 63/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6812e-04 - acc: 0.8025Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 2s 982us/step - loss: 8.6601e-04 - acc: 0.8020 - val_loss: 0.0013 - val_acc: 0.7407
Epoch 64/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7223e-04 - acc: 0.8107Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 2s 988us/step - loss: 8.7098e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 65/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5683e-04 - acc: 0.8054Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 2s 988us/step - loss: 8.5730e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 66/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7248e-04 - acc: 0.7930Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 2s 991us/step - loss: 8.7178e-04 - acc: 0.7932 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 67/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4583e-04 - acc: 0.8113Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 2s 994us/step - loss: 8.4471e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 68/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7319e-04 - acc: 0.8019Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 2s 994us/step - loss: 8.7265e-04 - acc: 0.8008 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 69/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3647e-04 - acc: 0.8019Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 2s 998us/step - loss: 8.3396e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 70/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4539e-04 - acc: 0.8125Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 2s 990us/step - loss: 8.4329e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 71/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5389e-04 - acc: 0.8042Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.5193e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 72/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6081e-04 - acc: 0.8096Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 2s 981us/step - loss: 8.6046e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 73/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4960e-04 - acc: 0.8054Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 2s 989us/step - loss: 8.4833e-04 - acc: 0.8072 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 74/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2555e-04 - acc: 0.8084Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 2s 986us/step - loss: 8.2498e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 75/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4003e-04 - acc: 0.8096Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 2s 991us/step - loss: 8.3819e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 76/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5755e-04 - acc: 0.7966Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 2s 991us/step - loss: 8.6202e-04 - acc: 0.7967 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 77/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5730e-04 - acc: 0.8042Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 2s 994us/step - loss: 8.5715e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7477
Epoch 78/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6566e-04 - acc: 0.8107Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 2s 987us/step - loss: 8.6532e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 79/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4636e-04 - acc: 0.7883Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.4504e-04 - acc: 0.7886 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 80/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4440e-04 - acc: 0.8007Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.4653e-04 - acc: 0.8002 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 81/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4760e-04 - acc: 0.8072Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 2s 988us/step - loss: 8.4812e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 82/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3544e-04 - acc: 0.8101Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 2s 987us/step - loss: 8.3460e-04 - acc: 0.8102 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 83/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2177e-04 - acc: 0.8048Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 2s 983us/step - loss: 8.2105e-04 - acc: 0.8055 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 84/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6117e-04 - acc: 0.8208Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 2s 984us/step - loss: 8.5982e-04 - acc: 0.8207 - val_loss: 0.0013 - val_acc: 0.7430
Epoch 85/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4692e-04 - acc: 0.8019Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 2s 989us/step - loss: 8.4507e-04 - acc: 0.8014 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 86/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3747e-04 - acc: 0.8237Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 2s 987us/step - loss: 8.3896e-04 - acc: 0.8213 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 87/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6217e-04 - acc: 0.8149Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 2s 986us/step - loss: 8.6161e-04 - acc: 0.8148 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 88/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4874e-04 - acc: 0.7960Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.5003e-04 - acc: 0.7956 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 89/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4201e-04 - acc: 0.8042Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 2s 984us/step - loss: 8.4089e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7477
Epoch 90/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3664e-04 - acc: 0.8084Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 2s 986us/step - loss: 8.3673e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 91/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4874e-04 - acc: 0.8154Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 2s 982us/step - loss: 8.4682e-04 - acc: 0.8143 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 92/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3133e-04 - acc: 0.8037Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 2s 980us/step - loss: 8.3048e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 93/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2743e-04 - acc: 0.8031Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.2705e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 94/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2621e-04 - acc: 0.8031Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 2s 986us/step - loss: 8.2525e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7780
Epoch 95/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4197e-04 - acc: 0.8078Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.4029e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 96/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6439e-04 - acc: 0.8090Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 2s 988us/step - loss: 8.6341e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 97/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3623e-04 - acc: 0.8149Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 2s 990us/step - loss: 8.3485e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 98/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3836e-04 - acc: 0.7995Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 2s 986us/step - loss: 8.3837e-04 - acc: 0.8002 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 99/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3287e-04 - acc: 0.8243Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 2s 984us/step - loss: 8.3226e-04 - acc: 0.8230 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 100/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2888e-04 - acc: 0.8166Epoch 00100: val_loss did not improve
1712/1712 [==============================] - 2s 983us/step - loss: 8.2789e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7640
2017-12-11 23:32:07.827279
Using optimizer: Adagrad
Did not load old weights...
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1696/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7712Epoch 00001: val_loss improved from inf to 0.00141, saving model to weights/modelweights_Adagrad.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 0.0014 - acc: 0.7716 - val_loss: 0.0014 - val_acc: 0.7453
Epoch 2/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.5076e-04 - acc: 0.7925Epoch 00002: val_loss improved from 0.00141 to 0.00137, saving model to weights/modelweights_Adagrad.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 9.4826e-04 - acc: 0.7909 - val_loss: 0.0014 - val_acc: 0.7547
Epoch 3/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8607e-04 - acc: 0.7983Epoch 00003: val_loss improved from 0.00137 to 0.00136, saving model to weights/modelweights_Adagrad.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8526e-04 - acc: 0.8002 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 4/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8372e-04 - acc: 0.8107- ETA: 1s - loss: 8Epoch 00004: val_loss improved from 0.00136 to 0.00133, saving model to weights/modelweights_Adagrad.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8305e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 5/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7865e-04 - acc: 0.8066Epoch 00005: val_loss did not improve
1712/1712 [==============================] - 2s 966us/step - loss: 8.7933e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 6/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6352e-04 - acc: 0.8031Epoch 00006: val_loss did not improve
1712/1712 [==============================] - 2s 967us/step - loss: 8.6330e-04 - acc: 0.8026 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 7/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7068e-04 - acc: 0.8007Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 2s 965us/step - loss: 8.6985e-04 - acc: 0.7991 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 8/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5911e-04 - acc: 0.8231Epoch 00008: val_loss improved from 0.00133 to 0.00133, saving model to weights/modelweights_Adagrad.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6156e-04 - acc: 0.8236 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 9/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6294e-04 - acc: 0.8113Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 8.6260e-04 - acc: 0.8119 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 10/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4606e-04 - acc: 0.8160Epoch 00010: val_loss improved from 0.00133 to 0.00133, saving model to weights/modelweights_Adagrad.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4385e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 11/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3585e-04 - acc: 0.8101Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 8.3912e-04 - acc: 0.8102 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 12/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1807e-04 - acc: 0.8037Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 2s 968us/step - loss: 8.1723e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 13/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2371e-04 - acc: 0.8184Epoch 00013: val_loss improved from 0.00133 to 0.00132, saving model to weights/modelweights_Adagrad.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2363e-04 - acc: 0.8183 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 14/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1705e-04 - acc: 0.8060Epoch 00014: val_loss improved from 0.00132 to 0.00131, saving model to weights/modelweights_Adagrad.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.1596e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 15/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2026e-04 - acc: 0.8137Epoch 00015: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_Adagrad.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2113e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 16/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2545e-04 - acc: 0.8031Epoch 00016: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 8.2521e-04 - acc: 0.8014 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 17/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0316e-04 - acc: 0.8119Epoch 00017: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_Adagrad.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.0423e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 18/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3861e-04 - acc: 0.8160Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 8.3728e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 19/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1562e-04 - acc: 0.8084Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 2s 972us/step - loss: 8.1580e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 20/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2888e-04 - acc: 0.8184Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 8.2926e-04 - acc: 0.8183 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 21/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1895e-04 - acc: 0.8072Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 8.1756e-04 - acc: 0.8067 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 22/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1894e-04 - acc: 0.8166Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 2s 972us/step - loss: 8.1894e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 23/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0931e-04 - acc: 0.8054Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 2s 966us/step - loss: 8.0976e-04 - acc: 0.8055 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 24/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8689e-04 - acc: 0.8125Epoch 00024: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_Adagrad.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 7.8630e-04 - acc: 0.8119 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 25/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0506e-04 - acc: 0.8272Epoch 00025: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_Adagrad.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.0570e-04 - acc: 0.8265 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 26/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1315e-04 - acc: 0.8101Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 8.1561e-04 - acc: 0.8102 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 27/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3188e-04 - acc: 0.8048Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 2s 967us/step - loss: 8.3085e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7453
Epoch 28/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1922e-04 - acc: 0.8166Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 8.1746e-04 - acc: 0.8178 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 29/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0596e-04 - acc: 0.8096Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 2s 967us/step - loss: 8.0594e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 30/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0051e-04 - acc: 0.8107Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 7.9875e-04 - acc: 0.8102 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 31/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1548e-04 - acc: 0.8172Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 2s 967us/step - loss: 8.1578e-04 - acc: 0.8178 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 32/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0535e-04 - acc: 0.8172Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 2s 973us/step - loss: 8.0563e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 33/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1645e-04 - acc: 0.8149Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 8.1445e-04 - acc: 0.8148 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 34/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1679e-04 - acc: 0.8101Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 8.1806e-04 - acc: 0.8102 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 35/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0971e-04 - acc: 0.8154Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 2s 965us/step - loss: 8.0981e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 36/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1092e-04 - acc: 0.8137Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 8.1049e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 37/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0971e-04 - acc: 0.8208Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 2s 972us/step - loss: 8.1215e-04 - acc: 0.8224 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 38/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0924e-04 - acc: 0.8190Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 2s 974us/step - loss: 8.0785e-04 - acc: 0.8201 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 39/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0457e-04 - acc: 0.8261Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 2s 977us/step - loss: 8.0402e-04 - acc: 0.8271 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 40/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9729e-04 - acc: 0.8272Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 2s 972us/step - loss: 7.9711e-04 - acc: 0.8265 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 41/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1172e-04 - acc: 0.8048- ETA: 1s - loss: 8Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 8.1048e-04 - acc: 0.8043 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 42/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8635e-04 - acc: 0.8113Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 2s 968us/step - loss: 7.8685e-04 - acc: 0.8102 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 43/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0791e-04 - acc: 0.8225Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 2s 967us/step - loss: 8.0721e-04 - acc: 0.8218 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 44/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0701e-04 - acc: 0.8166Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 2s 967us/step - loss: 8.0505e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7453
Epoch 45/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1587e-04 - acc: 0.8149Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 2s 968us/step - loss: 8.1437e-04 - acc: 0.8154 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 46/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0314e-04 - acc: 0.8290Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 2s 966us/step - loss: 8.0321e-04 - acc: 0.8283 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 47/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8911e-04 - acc: 0.8078Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 2s 972us/step - loss: 7.8757e-04 - acc: 0.8090 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 48/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9546e-04 - acc: 0.8196Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 7.9461e-04 - acc: 0.8183 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 49/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0049e-04 - acc: 0.8178Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 7.9951e-04 - acc: 0.8178 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 50/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9202e-04 - acc: 0.8019Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 7.9234e-04 - acc: 0.8026 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 51/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9028e-04 - acc: 0.8113Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 7.8968e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 52/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9036e-04 - acc: 0.8231Epoch 00052: val_loss did not improve
1712/1712 [==============================] - 2s 968us/step - loss: 7.8915e-04 - acc: 0.8224 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 53/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8425e-04 - acc: 0.8096Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 2s 967us/step - loss: 7.8459e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 54/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9142e-04 - acc: 0.8184Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 2s 972us/step - loss: 7.9187e-04 - acc: 0.8189 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 55/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9984e-04 - acc: 0.8054Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 7.9861e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 56/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9967e-04 - acc: 0.8042Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 2s 968us/step - loss: 7.9926e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 57/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8782e-04 - acc: 0.8113Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 2s 967us/step - loss: 7.8753e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 58/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8819e-04 - acc: 0.8208Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 2s 966us/step - loss: 7.9000e-04 - acc: 0.8207 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 59/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9044e-04 - acc: 0.8131Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 2s 975us/step - loss: 7.9003e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 60/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9729e-04 - acc: 0.8172Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 2s 973us/step - loss: 7.9467e-04 - acc: 0.8178 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 61/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9470e-04 - acc: 0.8119Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 7.9477e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 62/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9078e-04 - acc: 0.8160Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 7.9152e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 63/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9405e-04 - acc: 0.8154Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 7.9520e-04 - acc: 0.8154 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 64/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9733e-04 - acc: 0.8202Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 2s 968us/step - loss: 7.9738e-04 - acc: 0.8201 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 65/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8774e-04 - acc: 0.8149Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 7.8626e-04 - acc: 0.8143 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 66/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9863e-04 - acc: 0.8261Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 2s 965us/step - loss: 7.9814e-04 - acc: 0.8254 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 67/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9401e-04 - acc: 0.8202Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 2s 968us/step - loss: 8.0076e-04 - acc: 0.8207 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 68/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9877e-04 - acc: 0.8131Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 2s 973us/step - loss: 7.9776e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 69/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.7567e-04 - acc: 0.8149Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 2s 972us/step - loss: 7.7722e-04 - acc: 0.8154 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 70/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9103e-04 - acc: 0.8166Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 7.9007e-04 - acc: 0.8178 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 71/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0449e-04 - acc: 0.8119Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 2s 966us/step - loss: 8.0664e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 72/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9475e-04 - acc: 0.8060Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 7.9234e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 73/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.7826e-04 - acc: 0.8202Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 7.8096e-04 - acc: 0.8183 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 74/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9219e-04 - acc: 0.8072Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 7.9098e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 75/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9031e-04 - acc: 0.8178Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 7.8958e-04 - acc: 0.8178 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 76/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9075e-04 - acc: 0.7995Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 2s 965us/step - loss: 7.8843e-04 - acc: 0.7996 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 77/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9245e-04 - acc: 0.8125Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 2s 965us/step - loss: 7.9170e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 78/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9834e-04 - acc: 0.8154Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 7.9991e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 79/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9157e-04 - acc: 0.8113Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 7.9136e-04 - acc: 0.8102 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 80/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9202e-04 - acc: 0.8096Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 2s 967us/step - loss: 7.9239e-04 - acc: 0.8102 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 81/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8000e-04 - acc: 0.8160Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 2s 965us/step - loss: 7.7893e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 82/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0632e-04 - acc: 0.8090Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 2s 967us/step - loss: 8.0390e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 83/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9271e-04 - acc: 0.8060Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 7.9387e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 84/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9805e-04 - acc: 0.8119Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 2s 968us/step - loss: 8.0064e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 85/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9096e-04 - acc: 0.8066Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 2s 965us/step - loss: 7.8925e-04 - acc: 0.8084 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 86/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8134e-04 - acc: 0.8137Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 2s 963us/step - loss: 7.8260e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 87/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8650e-04 - acc: 0.8119Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 7.8842e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 88/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.7746e-04 - acc: 0.8107Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 2s 968us/step - loss: 7.7844e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 89/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8230e-04 - acc: 0.8160Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 2s 964us/step - loss: 7.8218e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 90/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9473e-04 - acc: 0.8225Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 2s 968us/step - loss: 8.0199e-04 - acc: 0.8207 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 91/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8130e-04 - acc: 0.8090Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 2s 968us/step - loss: 7.8318e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 92/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.7613e-04 - acc: 0.8154Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 2s 964us/step - loss: 7.7429e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 93/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.7289e-04 - acc: 0.8178Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 2s 968us/step - loss: 7.7251e-04 - acc: 0.8178 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 94/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8815e-04 - acc: 0.8290Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 7.8845e-04 - acc: 0.8277 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 95/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9075e-04 - acc: 0.8160Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 7.8963e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 96/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.7515e-04 - acc: 0.8290- ETA: 1s - loss: 7Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 7.7646e-04 - acc: 0.8289 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 97/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8253e-04 - acc: 0.8249Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 7.8232e-04 - acc: 0.8248 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 98/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.7257e-04 - acc: 0.8125Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 2s 967us/step - loss: 7.7354e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 99/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.7873e-04 - acc: 0.8125Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 2s 966us/step - loss: 7.7736e-04 - acc: 0.8119 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 100/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9505e-04 - acc: 0.8066Epoch 00100: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 7.9226e-04 - acc: 0.8078 - val_loss: 0.0013 - val_acc: 0.7593
2017-12-11 23:34:55.543738
Using optimizer: RMSprop
Did not load old weights...
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0574e-04 - acc: 0.7960Epoch 00001: val_loss improved from inf to 0.00139, saving model to weights/modelweights_RMSprop.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 9.0513e-04 - acc: 0.7979 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 2/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7463e-04 - acc: 0.8143Epoch 00002: val_loss did not improve
1712/1712 [==============================] - 2s 972us/step - loss: 8.7837e-04 - acc: 0.8131 - val_loss: 0.0014 - val_acc: 0.7734
Epoch 3/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6430e-04 - acc: 0.8125Epoch 00003: val_loss improved from 0.00139 to 0.00136, saving model to weights/modelweights_RMSprop.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6750e-04 - acc: 0.8131 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 4/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0017e-04 - acc: 0.8072Epoch 00004: val_loss did not improve
1712/1712 [==============================] - 2s 983us/step - loss: 9.0152e-04 - acc: 0.8072 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 5/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8903e-04 - acc: 0.7989Epoch 00005: val_loss improved from 0.00136 to 0.00135, saving model to weights/modelweights_RMSprop.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8902e-04 - acc: 0.7996 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 6/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8771e-04 - acc: 0.8096Epoch 00006: val_loss did not improve
1712/1712 [==============================] - 2s 977us/step - loss: 8.8584e-04 - acc: 0.8102 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 7/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8487e-04 - acc: 0.8019Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 2s 975us/step - loss: 8.8876e-04 - acc: 0.8008 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 8/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7669e-04 - acc: 0.7960Epoch 00008: val_loss did not improve
1712/1712 [==============================] - 2s 976us/step - loss: 8.7741e-04 - acc: 0.7956 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 9/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7709e-04 - acc: 0.8025Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 2s 976us/step - loss: 8.7651e-04 - acc: 0.8032 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 10/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8942e-04 - acc: 0.8007Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 2s 981us/step - loss: 8.8904e-04 - acc: 0.8008 - val_loss: 0.0014 - val_acc: 0.7547
Epoch 11/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8919e-04 - acc: 0.8048Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 2s 986us/step - loss: 8.8740e-04 - acc: 0.8032 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 12/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8749e-04 - acc: 0.8031Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 2s 979us/step - loss: 8.8895e-04 - acc: 0.8043 - val_loss: 0.0014 - val_acc: 0.7547
Epoch 13/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8999e-04 - acc: 0.8072Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 2s 975us/step - loss: 8.8924e-04 - acc: 0.8078 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 14/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8453e-04 - acc: 0.8119Epoch 00014: val_loss did not improve
1712/1712 [==============================] - 2s 977us/step - loss: 8.8425e-04 - acc: 0.8119 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 15/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8277e-04 - acc: 0.8001Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 2s 981us/step - loss: 8.8294e-04 - acc: 0.8002 - val_loss: 0.0014 - val_acc: 0.7570
Epoch 16/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7384e-04 - acc: 0.8137Epoch 00016: val_loss did not improve
1712/1712 [==============================] - 2s 980us/step - loss: 8.7298e-04 - acc: 0.8137 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 17/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9538e-04 - acc: 0.8084Epoch 00017: val_loss improved from 0.00135 to 0.00135, saving model to weights/modelweights_RMSprop.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9589e-04 - acc: 0.8078 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 18/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0972e-04 - acc: 0.7936Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 2s 974us/step - loss: 9.0907e-04 - acc: 0.7932 - val_loss: 0.0014 - val_acc: 0.7477
Epoch 19/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6882e-04 - acc: 0.8013Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 2s 976us/step - loss: 8.6788e-04 - acc: 0.8002 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 20/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9479e-04 - acc: 0.8090Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 2s 979us/step - loss: 8.9471e-04 - acc: 0.8090 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 21/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7213e-04 - acc: 0.8042Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 2s 980us/step - loss: 8.7101e-04 - acc: 0.8043 - val_loss: 0.0014 - val_acc: 0.7734
Epoch 22/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9190e-04 - acc: 0.8054Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 2s 974us/step - loss: 8.9165e-04 - acc: 0.8055 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 23/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9386e-04 - acc: 0.8013Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 2s 974us/step - loss: 8.9382e-04 - acc: 0.8002 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 24/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8061e-04 - acc: 0.8054Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 2s 974us/step - loss: 8.7953e-04 - acc: 0.8067 - val_loss: 0.0014 - val_acc: 0.7500
Epoch 25/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9118e-04 - acc: 0.7972Epoch 00025: val_loss improved from 0.00135 to 0.00134, saving model to weights/modelweights_RMSprop.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.9204e-04 - acc: 0.7979 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 26/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0127e-04 - acc: 0.8096Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 2s 979us/step - loss: 9.0089e-04 - acc: 0.8096 - val_loss: 0.0014 - val_acc: 0.7500
Epoch 27/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7121e-04 - acc: 0.8231Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 2s 977us/step - loss: 8.7644e-04 - acc: 0.8207 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 28/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8906e-04 - acc: 0.7983Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 8.9375e-04 - acc: 0.7979 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 29/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8717e-04 - acc: 0.8090Epoch 00029: val_loss improved from 0.00134 to 0.00133, saving model to weights/modelweights_RMSprop.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8517e-04 - acc: 0.8090 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 30/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8946e-04 - acc: 0.8019Epoch 00030: val_loss improved from 0.00133 to 0.00133, saving model to weights/modelweights_RMSprop.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8685e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 31/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6891e-04 - acc: 0.8025Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 2s 968us/step - loss: 8.7975e-04 - acc: 0.8008 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 32/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0250e-04 - acc: 0.8090Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 9.0218e-04 - acc: 0.8090 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 33/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6694e-04 - acc: 0.8066Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 8.6655e-04 - acc: 0.8072 - val_loss: 0.0014 - val_acc: 0.7500
Epoch 34/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7799e-04 - acc: 0.7948Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 2s 965us/step - loss: 8.7848e-04 - acc: 0.7944 - val_loss: 0.0014 - val_acc: 0.7477
Epoch 35/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7886e-04 - acc: 0.8037Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 2s 970us/step - loss: 8.7788e-04 - acc: 0.8020 - val_loss: 0.0014 - val_acc: 0.7477
Epoch 36/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6313e-04 - acc: 0.8143Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 8.6234e-04 - acc: 0.8154 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 37/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7542e-04 - acc: 0.8143Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 8.7548e-04 - acc: 0.8143 - val_loss: 0.0014 - val_acc: 0.7804
Epoch 38/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8799e-04 - acc: 0.7954Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 2s 972us/step - loss: 8.8689e-04 - acc: 0.7956 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 39/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8327e-04 - acc: 0.8178Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 2s 981us/step - loss: 8.8648e-04 - acc: 0.8166 - val_loss: 0.0014 - val_acc: 0.7570
Epoch 40/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8212e-04 - acc: 0.8107Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 2s 975us/step - loss: 8.8164e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7850
Epoch 41/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8642e-04 - acc: 0.8290Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 2s 974us/step - loss: 8.8604e-04 - acc: 0.8277 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 42/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8612e-04 - acc: 0.8160Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 2s 975us/step - loss: 8.8660e-04 - acc: 0.8172 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 43/100
1696/1712 [============================>.] - ETA: 0s - loss: 9.0962e-04 - acc: 0.8066Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 2s 976us/step - loss: 9.0858e-04 - acc: 0.8055 - val_loss: 0.0014 - val_acc: 0.7547
Epoch 44/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9245e-04 - acc: 0.7930Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 2s 976us/step - loss: 8.9158e-04 - acc: 0.7926 - val_loss: 0.0014 - val_acc: 0.7780
Epoch 45/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9688e-04 - acc: 0.8013Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 2s 975us/step - loss: 8.9721e-04 - acc: 0.8026 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 46/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6668e-04 - acc: 0.8137Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 2s 973us/step - loss: 8.6840e-04 - acc: 0.8137 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 47/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7753e-04 - acc: 0.8060Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 2s 976us/step - loss: 8.7599e-04 - acc: 0.8061 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 48/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8686e-04 - acc: 0.8113Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 2s 974us/step - loss: 8.8428e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 49/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7773e-04 - acc: 0.8048Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 2s 974us/step - loss: 8.7800e-04 - acc: 0.8043 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 50/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8676e-04 - acc: 0.8096Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 2s 973us/step - loss: 8.8715e-04 - acc: 0.8084 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 51/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8082e-04 - acc: 0.8137Epoch 00051: val_loss improved from 0.00133 to 0.00132, saving model to weights/modelweights_RMSprop.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.8384e-04 - acc: 0.8143 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 52/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7872e-04 - acc: 0.8172Epoch 00052: val_loss did not improve
1712/1712 [==============================] - 2s 973us/step - loss: 8.7780e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 53/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7948e-04 - acc: 0.8037Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 2s 976us/step - loss: 8.7828e-04 - acc: 0.8043 - val_loss: 0.0014 - val_acc: 0.7547
Epoch 54/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7277e-04 - acc: 0.8125Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 2s 977us/step - loss: 8.7130e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 55/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8339e-04 - acc: 0.8113Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 8.8499e-04 - acc: 0.8102 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 56/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8761e-04 - acc: 0.7978Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 2s 977us/step - loss: 8.8976e-04 - acc: 0.7973 - val_loss: 0.0014 - val_acc: 0.7804
Epoch 57/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7483e-04 - acc: 0.8143Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 2s 979us/step - loss: 8.7361e-04 - acc: 0.8143 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 58/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5795e-04 - acc: 0.8042Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 2s 978us/step - loss: 8.5789e-04 - acc: 0.8026 - val_loss: 0.0014 - val_acc: 0.7477
Epoch 59/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7138e-04 - acc: 0.7930Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 2s 977us/step - loss: 8.7002e-04 - acc: 0.7926 - val_loss: 0.0014 - val_acc: 0.7570
Epoch 60/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7916e-04 - acc: 0.8119Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 2s 985us/step - loss: 8.8001e-04 - acc: 0.8107 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 61/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7679e-04 - acc: 0.8166Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 2s 980us/step - loss: 8.7626e-04 - acc: 0.8166 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 62/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8396e-04 - acc: 0.7989Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 2s 979us/step - loss: 8.8221e-04 - acc: 0.7985 - val_loss: 0.0014 - val_acc: 0.7757
Epoch 63/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6262e-04 - acc: 0.8013Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 2s 984us/step - loss: 8.6009e-04 - acc: 0.8002 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 64/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6222e-04 - acc: 0.8137Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 2s 981us/step - loss: 8.6138e-04 - acc: 0.8148 - val_loss: 0.0014 - val_acc: 0.7570
Epoch 65/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7468e-04 - acc: 0.8119Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 2s 980us/step - loss: 8.7471e-04 - acc: 0.8125 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 66/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6923e-04 - acc: 0.8119Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 2s 984us/step - loss: 8.7095e-04 - acc: 0.8107 - val_loss: 0.0014 - val_acc: 0.7827
Epoch 67/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6688e-04 - acc: 0.8090Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 2s 969us/step - loss: 8.6813e-04 - acc: 0.8096 - val_loss: 0.0014 - val_acc: 0.7804
Epoch 68/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6223e-04 - acc: 0.8107Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 2s 964us/step - loss: 8.6865e-04 - acc: 0.8096 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 69/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6856e-04 - acc: 0.8160Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 2s 972us/step - loss: 8.6696e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 70/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7815e-04 - acc: 0.8137Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 2s 977us/step - loss: 8.7976e-04 - acc: 0.8137 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 71/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6882e-04 - acc: 0.8190Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 2s 972us/step - loss: 8.7071e-04 - acc: 0.8166 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 72/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7740e-04 - acc: 0.7948Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 8.7639e-04 - acc: 0.7967 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 73/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7085e-04 - acc: 0.8166Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 2s 973us/step - loss: 8.6980e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 74/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7769e-04 - acc: 0.7942Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 2s 977us/step - loss: 8.7684e-04 - acc: 0.7944 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 75/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7841e-04 - acc: 0.8078Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 2s 978us/step - loss: 8.7669e-04 - acc: 0.8090 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 76/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4981e-04 - acc: 0.8025Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 2s 978us/step - loss: 8.5114e-04 - acc: 0.8037 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 77/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7183e-04 - acc: 0.8113Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 2s 976us/step - loss: 8.7084e-04 - acc: 0.8113 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 78/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6530e-04 - acc: 0.8042Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 2s 976us/step - loss: 8.6388e-04 - acc: 0.8043 - val_loss: 0.0014 - val_acc: 0.7757
Epoch 79/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8066e-04 - acc: 0.8166Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 8.8006e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 80/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.9296e-04 - acc: 0.8096Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 2s 975us/step - loss: 8.9120e-04 - acc: 0.8084 - val_loss: 0.0014 - val_acc: 0.7453
Epoch 81/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7325e-04 - acc: 0.8113Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 2s 975us/step - loss: 8.7053e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 82/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8682e-04 - acc: 0.8084Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 2s 983us/step - loss: 8.8897e-04 - acc: 0.8090 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 83/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7642e-04 - acc: 0.8284Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 2s 974us/step - loss: 8.7472e-04 - acc: 0.8277 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 84/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8362e-04 - acc: 0.7995Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 8.8487e-04 - acc: 0.8014 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 85/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6325e-04 - acc: 0.8048Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 2s 972us/step - loss: 8.6712e-04 - acc: 0.8061 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 86/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6806e-04 - acc: 0.7972Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 8.7267e-04 - acc: 0.7973 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 87/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8344e-04 - acc: 0.8001Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 2s 976us/step - loss: 8.8290e-04 - acc: 0.8002 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 88/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6818e-04 - acc: 0.8107Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 2s 975us/step - loss: 8.6766e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 89/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5656e-04 - acc: 0.8172Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 2s 972us/step - loss: 8.5689e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 90/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6496e-04 - acc: 0.8178Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 2s 973us/step - loss: 8.6454e-04 - acc: 0.8172 - val_loss: 0.0014 - val_acc: 0.7850
Epoch 91/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6726e-04 - acc: 0.8231Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 2s 976us/step - loss: 8.6593e-04 - acc: 0.8207 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 92/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6220e-04 - acc: 0.8249Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 2s 965us/step - loss: 8.6278e-04 - acc: 0.8248 - val_loss: 0.0013 - val_acc: 0.7780
Epoch 93/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6136e-04 - acc: 0.8125Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 2s 975us/step - loss: 8.6093e-04 - acc: 0.8113 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 94/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7962e-04 - acc: 0.8096Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 2s 975us/step - loss: 8.7868e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 95/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7595e-04 - acc: 0.8149Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 2s 974us/step - loss: 8.7522e-04 - acc: 0.8160 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 96/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5597e-04 - acc: 0.8013Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 2s 975us/step - loss: 8.5440e-04 - acc: 0.8014 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 97/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7796e-04 - acc: 0.8072Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 2s 973us/step - loss: 8.7568e-04 - acc: 0.8067 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 98/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4289e-04 - acc: 0.8143Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 2s 971us/step - loss: 8.4104e-04 - acc: 0.8154 - val_loss: 0.0013 - val_acc: 0.7827
Epoch 99/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8348e-04 - acc: 0.8031Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 2s 977us/step - loss: 8.8243e-04 - acc: 0.8032 - val_loss: 0.0014 - val_acc: 0.7804
Epoch 100/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.8108e-04 - acc: 0.8154Epoch 00100: val_loss did not improve
1712/1712 [==============================] - 2s 979us/step - loss: 8.8062e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7757
2017-12-11 23:37:44.384281
Using optimizer: SGD
Did not load old weights...
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4461e-04 - acc: 0.8184Epoch 00001: val_loss improved from inf to 0.00133, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4273e-04 - acc: 0.8178 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 2/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3833e-04 - acc: 0.8178Epoch 00002: val_loss improved from 0.00133 to 0.00133, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 970us/step - loss: 8.3753e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 3/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2305e-04 - acc: 0.8166Epoch 00003: val_loss improved from 0.00133 to 0.00133, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 972us/step - loss: 8.2380e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 4/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1580e-04 - acc: 0.8137Epoch 00004: val_loss improved from 0.00133 to 0.00132, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 969us/step - loss: 8.1630e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 5/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3076e-04 - acc: 0.8178Epoch 00005: val_loss improved from 0.00132 to 0.00132, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 963us/step - loss: 8.3135e-04 - acc: 0.8178 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 6/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0380e-04 - acc: 0.8048Epoch 00006: val_loss improved from 0.00132 to 0.00132, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 963us/step - loss: 8.0477e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 7/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1938e-04 - acc: 0.8196Epoch 00007: val_loss improved from 0.00132 to 0.00132, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 971us/step - loss: 8.1966e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 8/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8805e-04 - acc: 0.8208Epoch 00008: val_loss improved from 0.00132 to 0.00132, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 969us/step - loss: 7.8798e-04 - acc: 0.8201 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 9/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1981e-04 - acc: 0.8166Epoch 00009: val_loss improved from 0.00132 to 0.00132, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 964us/step - loss: 8.1992e-04 - acc: 0.8154 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 10/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2578e-04 - acc: 0.8208Epoch 00010: val_loss improved from 0.00132 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 969us/step - loss: 8.2481e-04 - acc: 0.8213 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 11/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1742e-04 - acc: 0.8278Epoch 00011: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 968us/step - loss: 8.1592e-04 - acc: 0.8289 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 12/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2931e-04 - acc: 0.8107Epoch 00012: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 967us/step - loss: 8.2764e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 13/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1298e-04 - acc: 0.8172Epoch 00013: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 965us/step - loss: 8.1405e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 14/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1118e-04 - acc: 0.8101Epoch 00014: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 966us/step - loss: 8.0871e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 15/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2113e-04 - acc: 0.8072Epoch 00015: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 963us/step - loss: 8.2041e-04 - acc: 0.8078 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 16/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3608e-04 - acc: 0.8084Epoch 00016: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 966us/step - loss: 8.3570e-04 - acc: 0.8067 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 17/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0812e-04 - acc: 0.8066Epoch 00017: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 967us/step - loss: 8.0757e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 18/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2046e-04 - acc: 0.8125Epoch 00018: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 966us/step - loss: 8.2046e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 19/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0649e-04 - acc: 0.8096Epoch 00019: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 961us/step - loss: 8.0476e-04 - acc: 0.8078 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 20/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0087e-04 - acc: 0.8166Epoch 00020: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 964us/step - loss: 8.0020e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 21/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1697e-04 - acc: 0.8107Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 2s 927us/step - loss: 8.1671e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 22/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9746e-04 - acc: 0.8143Epoch 00022: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 972us/step - loss: 7.9815e-04 - acc: 0.8143 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 23/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1880e-04 - acc: 0.8308Epoch 00023: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 967us/step - loss: 8.1782e-04 - acc: 0.8294 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 24/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2906e-04 - acc: 0.8019Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 2s 924us/step - loss: 8.2840e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 25/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0537e-04 - acc: 0.8054Epoch 00025: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 963us/step - loss: 8.0472e-04 - acc: 0.8067 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 26/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1025e-04 - acc: 0.8054Epoch 00026: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 972us/step - loss: 8.0899e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 27/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1379e-04 - acc: 0.8101Epoch 00027: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 966us/step - loss: 8.1752e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 28/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9327e-04 - acc: 0.8131Epoch 00028: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 967us/step - loss: 7.9730e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 29/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9975e-04 - acc: 0.8261Epoch 00029: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 966us/step - loss: 7.9960e-04 - acc: 0.8254 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 30/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9475e-04 - acc: 0.8066Epoch 00030: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 977us/step - loss: 7.9306e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 31/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2636e-04 - acc: 0.8172Epoch 00031: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 972us/step - loss: 8.2605e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 32/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0284e-04 - acc: 0.8013Epoch 00032: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 971us/step - loss: 8.0133e-04 - acc: 0.8020 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 33/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0967e-04 - acc: 0.8154Epoch 00033: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 968us/step - loss: 8.0987e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 34/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0939e-04 - acc: 0.8278Epoch 00034: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 968us/step - loss: 8.0728e-04 - acc: 0.8271 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 35/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9724e-04 - acc: 0.8149Epoch 00035: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 970us/step - loss: 7.9643e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 36/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2148e-04 - acc: 0.8101Epoch 00036: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 971us/step - loss: 8.2279e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 37/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0424e-04 - acc: 0.8149Epoch 00037: val_loss improved from 0.00131 to 0.00131, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 968us/step - loss: 8.0370e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 38/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2082e-04 - acc: 0.8066Epoch 00038: val_loss improved from 0.00131 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 971us/step - loss: 8.2148e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 39/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0511e-04 - acc: 0.7978Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 2s 930us/step - loss: 8.0355e-04 - acc: 0.7991 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 40/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0282e-04 - acc: 0.8060Epoch 00040: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 967us/step - loss: 8.0198e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 41/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0620e-04 - acc: 0.8096Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 2s 929us/step - loss: 8.0780e-04 - acc: 0.8090 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 42/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0014e-04 - acc: 0.8131Epoch 00042: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 969us/step - loss: 7.9849e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 43/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9663e-04 - acc: 0.8149Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 2s 928us/step - loss: 7.9493e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 44/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0187e-04 - acc: 0.8160Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 2s 933us/step - loss: 8.0277e-04 - acc: 0.8154 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 45/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9971e-04 - acc: 0.8143Epoch 00045: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 970us/step - loss: 7.9783e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 46/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8893e-04 - acc: 0.8125Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 2s 934us/step - loss: 7.9014e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 47/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0366e-04 - acc: 0.8054Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 2s 932us/step - loss: 8.0334e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 48/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2318e-04 - acc: 0.8096Epoch 00048: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 964us/step - loss: 8.2142e-04 - acc: 0.8102 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 49/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9487e-04 - acc: 0.8031Epoch 00049: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 968us/step - loss: 7.9325e-04 - acc: 0.8026 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 50/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0938e-04 - acc: 0.8107Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 2s 933us/step - loss: 8.0803e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 51/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0561e-04 - acc: 0.8137Epoch 00051: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 966us/step - loss: 8.0469e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 52/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0222e-04 - acc: 0.8296Epoch 00052: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 970us/step - loss: 8.0137e-04 - acc: 0.8300 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 53/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9795e-04 - acc: 0.8160Epoch 00053: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 974us/step - loss: 7.9767e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 54/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0809e-04 - acc: 0.7995Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 2s 938us/step - loss: 8.1002e-04 - acc: 0.7996 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 55/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0127e-04 - acc: 0.8154Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 2s 937us/step - loss: 8.0129e-04 - acc: 0.8154 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 56/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8898e-04 - acc: 0.8025Epoch 00056: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 965us/step - loss: 7.8842e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 57/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9899e-04 - acc: 0.8125Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 2s 933us/step - loss: 8.0431e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 58/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9822e-04 - acc: 0.8066Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 2s 930us/step - loss: 7.9932e-04 - acc: 0.8067 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 59/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1219e-04 - acc: 0.8143Epoch 00059: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.1008e-04 - acc: 0.8143 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 60/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1302e-04 - acc: 0.8202Epoch 00060: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 969us/step - loss: 8.1387e-04 - acc: 0.8201 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 61/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9853e-04 - acc: 0.8231Epoch 00061: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 967us/step - loss: 7.9715e-04 - acc: 0.8236 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 62/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1051e-04 - acc: 0.8178Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 2s 933us/step - loss: 8.0986e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 63/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1183e-04 - acc: 0.8078Epoch 00063: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 967us/step - loss: 8.1209e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 64/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0196e-04 - acc: 0.8184Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 2s 934us/step - loss: 8.0279e-04 - acc: 0.8189 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 65/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8253e-04 - acc: 0.7983Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 2s 931us/step - loss: 7.8629e-04 - acc: 0.7985 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 66/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.7667e-04 - acc: 0.8042Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 2s 932us/step - loss: 7.7729e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 67/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9620e-04 - acc: 0.8125Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 2s 936us/step - loss: 7.9604e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 68/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9254e-04 - acc: 0.8154Epoch 00068: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 969us/step - loss: 7.9341e-04 - acc: 0.8148 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 69/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0464e-04 - acc: 0.8125Epoch 00069: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 967us/step - loss: 8.0268e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 70/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8753e-04 - acc: 0.8184Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 2s 932us/step - loss: 7.8691e-04 - acc: 0.8189 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 71/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9986e-04 - acc: 0.8037Epoch 00071: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 972us/step - loss: 7.9816e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 72/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9185e-04 - acc: 0.8143Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 2s 936us/step - loss: 7.9526e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 73/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1316e-04 - acc: 0.8119Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 2s 932us/step - loss: 8.1109e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 74/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0070e-04 - acc: 0.8031Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 2s 937us/step - loss: 7.9882e-04 - acc: 0.8026 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 75/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9074e-04 - acc: 0.8131Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 2s 935us/step - loss: 7.9015e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 76/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0133e-04 - acc: 0.8101Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 2s 928us/step - loss: 7.9903e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 77/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1666e-04 - acc: 0.8160Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 2s 925us/step - loss: 8.1518e-04 - acc: 0.8148 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 78/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1010e-04 - acc: 0.8048Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 2s 930us/step - loss: 8.1224e-04 - acc: 0.8067 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 79/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9121e-04 - acc: 0.8019Epoch 00079: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 964us/step - loss: 7.9117e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 80/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9498e-04 - acc: 0.8113Epoch 00080: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 969us/step - loss: 7.9527e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 81/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0379e-04 - acc: 0.8037Epoch 00081: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 970us/step - loss: 8.0292e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 82/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0854e-04 - acc: 0.8137Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 2s 936us/step - loss: 8.0919e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 83/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9908e-04 - acc: 0.8196Epoch 00083: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 972us/step - loss: 7.9836e-04 - acc: 0.8189 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 84/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8053e-04 - acc: 0.8037Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 2s 933us/step - loss: 7.8053e-04 - acc: 0.8043 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 85/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1793e-04 - acc: 0.8113Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 2s 931us/step - loss: 8.1465e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 86/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0963e-04 - acc: 0.8042Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 2s 926us/step - loss: 8.1269e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 87/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0515e-04 - acc: 0.8096Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 2s 933us/step - loss: 8.0801e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 88/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9006e-04 - acc: 0.8042Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 2s 928us/step - loss: 7.9037e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 89/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8879e-04 - acc: 0.8154Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 2s 932us/step - loss: 7.8902e-04 - acc: 0.8148 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 90/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9016e-04 - acc: 0.8190Epoch 00090: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 968us/step - loss: 7.9191e-04 - acc: 0.8195 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 91/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1594e-04 - acc: 0.8037Epoch 00091: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 971us/step - loss: 8.1544e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 92/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0001e-04 - acc: 0.8149Epoch 00092: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 984us/step - loss: 7.9996e-04 - acc: 0.8154 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 93/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9990e-04 - acc: 0.8037Epoch 00093: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_SGD.h5
1712/1712 [==============================] - 2s 976us/step - loss: 8.0066e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 94/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8548e-04 - acc: 0.8084Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 2s 935us/step - loss: 7.8510e-04 - acc: 0.8084 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 95/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9556e-04 - acc: 0.8219Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 2s 925us/step - loss: 7.9735e-04 - acc: 0.8207 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 96/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0900e-04 - acc: 0.8143Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 2s 929us/step - loss: 8.0660e-04 - acc: 0.8143 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 97/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.8369e-04 - acc: 0.8208Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 2s 929us/step - loss: 7.9013e-04 - acc: 0.8195 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 98/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9630e-04 - acc: 0.8078Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 2s 928us/step - loss: 7.9550e-04 - acc: 0.8078 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 99/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1296e-04 - acc: 0.8107Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 2s 933us/step - loss: 8.1193e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 100/100
1696/1712 [============================>.] - ETA: 0s - loss: 7.9286e-04 - acc: 0.8178Epoch 00100: val_loss did not improve
1712/1712 [==============================] - 2s 935us/step - loss: 7.9086e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7664
2017-12-11 23:40:29.014980
Using optimizer: Adam
Did not load old weights...
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.7042e-04 - acc: 0.8096Epoch 00001: val_loss improved from inf to 0.00133, saving model to weights/modelweights_Adam.h5
1712/1712 [==============================] - 3s 2ms/step - loss: 8.7266e-04 - acc: 0.8090 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 2/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3160e-04 - acc: 0.8131Epoch 00002: val_loss improved from 0.00133 to 0.00132, saving model to weights/modelweights_Adam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3199e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 3/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5565e-04 - acc: 0.8101Epoch 00003: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5399e-04 - acc: 0.8119 - val_loss: 0.0013 - val_acc: 0.7780
Epoch 4/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5827e-04 - acc: 0.8190Epoch 00004: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5777e-04 - acc: 0.8189 - val_loss: 0.0013 - val_acc: 0.7804
Epoch 5/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1631e-04 - acc: 0.8060Epoch 00005: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.1875e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 6/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2787e-04 - acc: 0.8031Epoch 00006: val_loss improved from 0.00132 to 0.00132, saving model to weights/modelweights_Adam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2971e-04 - acc: 0.8020 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 7/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3365e-04 - acc: 0.8190Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3278e-04 - acc: 0.8189 - val_loss: 0.0013 - val_acc: 0.7757
Epoch 8/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4647e-04 - acc: 0.8154Epoch 00008: val_loss improved from 0.00132 to 0.00131, saving model to weights/modelweights_Adam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4503e-04 - acc: 0.8154 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 9/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5056e-04 - acc: 0.8119Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5079e-04 - acc: 0.8113 - val_loss: 0.0014 - val_acc: 0.7734
Epoch 10/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5568e-04 - acc: 0.8113Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5679e-04 - acc: 0.8102 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 11/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5682e-04 - acc: 0.8084Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5513e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 12/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4257e-04 - acc: 0.8160Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4145e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7804
Epoch 13/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3629e-04 - acc: 0.8125Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3355e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 14/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3871e-04 - acc: 0.8019Epoch 00014: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3930e-04 - acc: 0.8014 - val_loss: 0.0014 - val_acc: 0.7780
Epoch 15/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2765e-04 - acc: 0.8213Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2946e-04 - acc: 0.8213 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 16/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4252e-04 - acc: 0.8054Epoch 00016: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4145e-04 - acc: 0.8055 - val_loss: 0.0014 - val_acc: 0.7827
Epoch 17/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5053e-04 - acc: 0.8096Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4795e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7850
Epoch 18/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6401e-04 - acc: 0.8025Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6491e-04 - acc: 0.8026 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 19/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5307e-04 - acc: 0.8255Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5051e-04 - acc: 0.8248 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 20/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6379e-04 - acc: 0.8160Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6319e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 21/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4415e-04 - acc: 0.8154Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4440e-04 - acc: 0.8148 - val_loss: 0.0013 - val_acc: 0.7850
Epoch 22/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4934e-04 - acc: 0.8125Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4840e-04 - acc: 0.8125 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 23/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4243e-04 - acc: 0.8101Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4310e-04 - acc: 0.8090 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 24/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4613e-04 - acc: 0.8072Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4697e-04 - acc: 0.8043 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 25/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5039e-04 - acc: 0.8178Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4983e-04 - acc: 0.8189 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 26/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3628e-04 - acc: 0.8243Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3472e-04 - acc: 0.8236 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 27/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3774e-04 - acc: 0.8166Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3714e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7780
Epoch 28/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.0027e-04 - acc: 0.8107Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.0052e-04 - acc: 0.8107 - val_loss: 0.0014 - val_acc: 0.7734
Epoch 29/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4488e-04 - acc: 0.8202Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4354e-04 - acc: 0.8207 - val_loss: 0.0013 - val_acc: 0.7757
Epoch 30/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5924e-04 - acc: 0.8190Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5801e-04 - acc: 0.8195 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 31/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4886e-04 - acc: 0.8060Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4807e-04 - acc: 0.8055 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 32/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3921e-04 - acc: 0.8042Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4122e-04 - acc: 0.8043 - val_loss: 0.0014 - val_acc: 0.7477
Epoch 33/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4295e-04 - acc: 0.8202Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4358e-04 - acc: 0.8195 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 34/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2906e-04 - acc: 0.8125Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2672e-04 - acc: 0.8119 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 35/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2575e-04 - acc: 0.8178Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2696e-04 - acc: 0.8189 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 36/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3640e-04 - acc: 0.8149Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3599e-04 - acc: 0.8148 - val_loss: 0.0013 - val_acc: 0.7757
Epoch 37/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3281e-04 - acc: 0.8213Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3449e-04 - acc: 0.8218 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 38/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2995e-04 - acc: 0.8154Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3103e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 39/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3788e-04 - acc: 0.8184Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3888e-04 - acc: 0.8183 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 40/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1628e-04 - acc: 0.8184Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.1458e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 41/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3867e-04 - acc: 0.8007Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3817e-04 - acc: 0.8014 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 42/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3599e-04 - acc: 0.8290Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3583e-04 - acc: 0.8283 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 43/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6192e-04 - acc: 0.8013Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5971e-04 - acc: 0.8020 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 44/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6836e-04 - acc: 0.8054Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6933e-04 - acc: 0.8055 - val_loss: 0.0014 - val_acc: 0.7430
Epoch 45/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6132e-04 - acc: 0.8025Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5954e-04 - acc: 0.8020 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 46/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2890e-04 - acc: 0.8054Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2888e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 47/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1458e-04 - acc: 0.8154Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.1556e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 48/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3282e-04 - acc: 0.8278Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3193e-04 - acc: 0.8271 - val_loss: 0.0013 - val_acc: 0.7757
Epoch 49/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4104e-04 - acc: 0.8172Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4064e-04 - acc: 0.8160 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 50/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4970e-04 - acc: 0.8048Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5042e-04 - acc: 0.8043 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 51/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5730e-04 - acc: 0.8166Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5688e-04 - acc: 0.8160 - val_loss: 0.0014 - val_acc: 0.7570
Epoch 52/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2532e-04 - acc: 0.8237Epoch 00052: val_loss improved from 0.00131 to 0.00130, saving model to weights/modelweights_Adam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2624e-04 - acc: 0.8218 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 53/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5695e-04 - acc: 0.8160Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5662e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 54/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4824e-04 - acc: 0.8184Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4886e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 55/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2031e-04 - acc: 0.8149Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2083e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 56/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5524e-04 - acc: 0.8096Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5392e-04 - acc: 0.8096 - val_loss: 0.0014 - val_acc: 0.7617
Epoch 57/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4085e-04 - acc: 0.8178Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3999e-04 - acc: 0.8183 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 58/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2377e-04 - acc: 0.8048Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2814e-04 - acc: 0.8049 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 59/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4712e-04 - acc: 0.8160Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4701e-04 - acc: 0.8166 - val_loss: 0.0014 - val_acc: 0.7547
Epoch 60/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3040e-04 - acc: 0.8125Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3316e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 61/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4252e-04 - acc: 0.8072Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4101e-04 - acc: 0.8084 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 62/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4153e-04 - acc: 0.8090Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4188e-04 - acc: 0.8090 - val_loss: 0.0013 - val_acc: 0.7453
Epoch 63/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4204e-04 - acc: 0.8072Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4126e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7430
Epoch 64/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2880e-04 - acc: 0.8066Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2785e-04 - acc: 0.8072 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 65/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3577e-04 - acc: 0.8196Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3521e-04 - acc: 0.8201 - val_loss: 0.0013 - val_acc: 0.7850
Epoch 66/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2503e-04 - acc: 0.8172Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2606e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 67/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1812e-04 - acc: 0.8119Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.1864e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 68/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3828e-04 - acc: 0.8131Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3627e-04 - acc: 0.8131 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 69/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3696e-04 - acc: 0.8101Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3553e-04 - acc: 0.8096 - val_loss: 0.0014 - val_acc: 0.7593
Epoch 70/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4454e-04 - acc: 0.8184Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4621e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 71/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4459e-04 - acc: 0.8125Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4580e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 72/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2672e-04 - acc: 0.8166Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2893e-04 - acc: 0.8160 - val_loss: 0.0014 - val_acc: 0.7500
Epoch 73/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4880e-04 - acc: 0.7995Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4906e-04 - acc: 0.7991 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 74/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6458e-04 - acc: 0.8054Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6502e-04 - acc: 0.8055 - val_loss: 0.0014 - val_acc: 0.7570
Epoch 75/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2040e-04 - acc: 0.8149Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2091e-04 - acc: 0.8154 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 76/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4046e-04 - acc: 0.8143Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3859e-04 - acc: 0.8154 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 77/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3856e-04 - acc: 0.8019Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3946e-04 - acc: 0.8008 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 78/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3274e-04 - acc: 0.8208Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3226e-04 - acc: 0.8213 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 79/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3075e-04 - acc: 0.8119Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2981e-04 - acc: 0.8113 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 80/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4496e-04 - acc: 0.8107Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4424e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7523
Epoch 81/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5587e-04 - acc: 0.8096Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5638e-04 - acc: 0.8102 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 82/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3413e-04 - acc: 0.8066Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3320e-04 - acc: 0.8061 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 83/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4360e-04 - acc: 0.8060Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.4101e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 84/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6075e-04 - acc: 0.8125Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.6076e-04 - acc: 0.8125 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 85/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.5529e-04 - acc: 0.8066Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5654e-04 - acc: 0.8072 - val_loss: 0.0014 - val_acc: 0.7500
Epoch 86/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2886e-04 - acc: 0.8001Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3017e-04 - acc: 0.7991 - val_loss: 0.0013 - val_acc: 0.7780
Epoch 87/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2672e-04 - acc: 0.8090Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2708e-04 - acc: 0.8078 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 88/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1573e-04 - acc: 0.8249Epoch 00088: val_loss improved from 0.00130 to 0.00130, saving model to weights/modelweights_Adam.h5
1712/1712 [==============================] - 2s 1ms/step - loss: 8.1785e-04 - acc: 0.8230 - val_loss: 0.0013 - val_acc: 0.7780
Epoch 89/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2810e-04 - acc: 0.8202Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2803e-04 - acc: 0.8201 - val_loss: 0.0014 - val_acc: 0.7547
Epoch 90/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2325e-04 - acc: 0.8084Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2200e-04 - acc: 0.8090 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 91/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1610e-04 - acc: 0.7960Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.1672e-04 - acc: 0.7944 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 92/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.4020e-04 - acc: 0.8113Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3980e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 93/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.6198e-04 - acc: 0.8119Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.5938e-04 - acc: 0.8119 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 94/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1834e-04 - acc: 0.8190Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.1874e-04 - acc: 0.8195 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 95/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2172e-04 - acc: 0.8219Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2118e-04 - acc: 0.8218 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 96/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1460e-04 - acc: 0.8137Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.1479e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7757
Epoch 97/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.3432e-04 - acc: 0.8154Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.3495e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7757
Epoch 98/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.1440e-04 - acc: 0.8078Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.1320e-04 - acc: 0.8084 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 99/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2109e-04 - acc: 0.8084Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2178e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 100/100
1696/1712 [============================>.] - ETA: 0s - loss: 8.2724e-04 - acc: 0.8154Epoch 00100: val_loss did not improve
1712/1712 [==============================] - 2s 1ms/step - loss: 8.2619e-04 - acc: 0.8143 - val_loss: 0.0013 - val_acc: 0.7757